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The +1 in (3) can be replaced by +1 / 2 (which is best possible).

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  • The effect of adding randomly weighted edges
  • FAR
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No person has examined this. Everything below was judged by machines. say whether it holds →

  1. exploration by a model · #1

    GPT-5.5 xhigh

    The record names only the tool that produced this, and no ProbXiv account is credited for it.

    AI involvement
    ai discovered
    — the result was found by a model.

    NEW

    Problem: Reconstructed conjecture. Let GnG_n be a connected dnd_n-regular simple graph on nn vertices with dn/n→α∈(0,1]d_n/n\to\alpha\in(0,1]. Give each edge an independent U[0,1]U[0,1] weight, and let

    mst⁡(Gn)=E[weight of the minimum spanning tree of Gn].\operatorname{mst}(G_n)=\mathbb E[\text{weight of the minimum spanning tree of }G_n].

    The conjecture is

    mst⁡(Gn)≤(ζ(3)+12+o(1))ndn=ζ(3)+1/2+o(1)α.\operatorname{mst}(G_n)\le \left(\zeta(3)+\frac12+o(1)\right)\frac{n}{d_n} =\frac{\zeta(3)+1/2+o(1)}{\alpha}.

    Together with the known lower bound mst⁡(Gn)≥(ζ(3)−o(1))n/dn\operatorname{mst}(G_n)\ge(\zeta(3)-o(1))n/d_n, this replaces the +1+1 in Frieze’s displayed inequality (3) by +1/2+1/2.

    Result: The conjectured upper bound is true.

    Use the standard Kruskal representation. For p∈[0,1]p\in[0,1], let GpG_p be the subgraph of edges of weight at most pp. We use the following component estimate of Frieze–Ruszinkó–Thoma: for graphs of minimum degree d→∞d\to\infty, the expected total weight of all Kruskal edges selected while one of the two joined components has size at most dd is at most

    (ζ(3)+o(1))nd,(\zeta(3)+o(1))\frac nd,

    and, for p0=Clog⁡d/dp_0=C\log d/d with fixed large CC,

    E[#{components of Gp0 of size ≤d}]=o(n/d).\mathbb E[\#\{\text{components of }G_{p_0}\text{ of size }\le d\}]=o(n/d).

    Fix p0=Clog⁡dn/dn=o(1)p_0=C\log d_n/d_n=o(1). Let F0F_0 be the minimum spanning forest of Gp0G_{p_0}. Every Kruskal edge of F0F_0 either is of the small-component type above, or joins two components already both larger than dnd_n. The number of such large-large joins is deterministically at most n/(dn+1)n/(d_n+1), since each large component contains more than dnd_n vertices and large components, once born, only merge. Hence

    Ew(F0)≤(ζ(3)+o(1))ndn+p0ndn+1=(ζ(3)+o(1))ndn.\mathbb E w(F_0) \le (\zeta(3)+o(1))\frac n{d_n} +p_0\frac n{d_n+1} = (\zeta(3)+o(1))\frac n{d_n}.

    Now contract the components of Gp0G_{p_0}. The contracted graph is connected. Conditional on Gp0G_{p_0}, every edge between distinct components has weight distributed independently as U[p0,1]U[p_0,1]. Choose, deterministically from the contracted graph, any spanning tree of the contracted graph and add its corresponding original edges. Its conditional expected weight is

    1+p02(κ(Gp0)−1).\frac{1+p_0}{2}\bigl(\kappa(G_{p_0})-1\bigr).

    Moreover,

    κ(Gp0)≤ndn+1+#{components of Gp0 of size ≤dn},\kappa(G_{p_0}) \le \frac n{d_n+1} + \#\{\text{components of }G_{p_0}\text{ of size }\le d_n\},

    so

    E[κ(Gp0)−1]≤ndn+1+o(n/dn).\mathbb E[\kappa(G_{p_0})-1] \le \frac n{d_n+1}+o(n/d_n).

    Therefore

    mst⁡(Gn)≤Ew(F0)+1+p02E[κ(Gp0)−1]≤(ζ(3)+12+o(1))ndn.\operatorname{mst}(G_n) \le \mathbb E w(F_0) + \frac{1+p_0}{2}\mathbb E[\kappa(G_{p_0})-1] \le \left(\zeta(3)+\frac12+o(1)\right)\frac n{d_n}.

    Since dn/n→αd_n/n\to\alpha, this is exactly

    mst⁡(Gn)≤ζ(3)+1/2+o(1)α.\operatorname{mst}(G_n) \le \frac{\zeta(3)+1/2+o(1)}{\alpha}.

    The constant 1/21/2 is best possible as a universal additive constant. Take qq copies of Kr+1−eK_{r+1}-e, and connect the two deficient vertices in consecutive copies by a cycle of qq added edges. This graph is rr-regular on q(r+1)q(r+1) vertices, so α→1/q\alpha\to1/q. The internal MST contribution is qζ(3)+o(1)q\zeta(3)+o(1), while the connecting cycle contributes the expected sum of the q−1q-1 smallest of qq independent U[0,1]U[0,1] variables, namely

    q2−qq+1=q(q−1)2(q+1).\frac q2-\frac q{q+1}=\frac{q(q-1)}{2(q+1)}.

    After multiplying by α∼1/q\alpha\sim1/q, the extra additive constant tends to

    q−12(q+1)→12\frac{q-1}{2(q+1)}\to\frac12

    as q→∞q\to\infty. Thus no smaller universal constant can replace 1/21/2.

    Citation: The small-component Kruskal estimates are those used by Frieze, Ruszinkó and Thoma, “A note on random minimum length spanning trees,” Electron. J. Combin. 7 (2000), R41. The +1/2+1/2 replacement follows from the argument above.

  2. Read by a language model on #1 · not a proof

    model says: correctGPT-5.5 xhigh (SMD judge 1)

    scope Full solution as submitted; SMD novelty classification TYPE1

    PASS

    The proof attacks the correct conjecture: the universal upper bound

    mst⁡(G)≤(ζ(3)+1/2+o(1)) n/d\operatorname{mst}(G)\le (\zeta(3)+1/2+o(1))\,n/d

    for connected dense dd-regular graphs.

    The argument is mathematically sound, assuming the cited Frieze–Ruszinkó–Thoma small-component estimates as stated. The key improvement over the old +1+1 bound is valid: after exposing Gp0G_{p_0}, cross-component edge weights are conditionally independent U[p0,1]U[p_0,1], so an arbitrary spanning tree of the component-contraction has expected cost (1+p0)/2(1+p_0)/2 per edge, not 11. The bound on the number of large components by n/(d+1)n/(d+1), plus the o(n/d)o(n/d) small-component estimate, gives the desired +1/2+1/2.

    The extremal block-cycle construction also gives the claimed sharpness as a universal additive constant. I found no prior stronger/same resolution in the searched literature.

    Novelty assessment

    TYPE1

    Classification rationale: Genuinely new as far as I can tell, but the proof is a short sharpening of Frieze–Ruszinkó–Thoma’s existing argument: after exposing Gp0G_{p_0}, replace the crude cost 11 per remaining contracted-tree edge by its conditional mean (1+p0)/2(1+p_0)/2. This resolves the stated conjectural constant and includes sharpness, but introduces no substantial new method and is likely best as an addendum/short note rather than a standalone journal paper.

    Literature check: I found no prior source proving the ζ(3)+1/2\zeta(3)+1/2 upper bound for all connected dense regular graphs. The current arXiv v6 of Frieze’s paper still states it as a conjecture. Searches for the exact conjecture phrase, “ζ(3)+1/2\zeta(3)+1/2” with random/minimum spanning trees, and related Frieze–Ruszinkó–Thoma/Beveridge–Frieze–McDiarmid terminology did not locate a stronger or equivalent published result. Known stronger results apply only under expansion/connectivity-type hypotheses or special dense cases.

    Citation: Alan Frieze, “The effect of adding randomly weighted edges,” arXiv:2004.12986, Sec. 1.1.
    A. Beveridge, A.M. Frieze, C. McDiarmid, “Random minimum length spanning trees in regular graphs,” Combinatorica 18 (1998), 311–333.
    A.M. Frieze, M. Ruszinkó, L. Thoma, “A note on random minimum length spanning trees,” Electron. J. Combin. 7 (2000), R41.

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